Adding large capacitors to the power lines involves some risks: During startup the empty capacitor draws very high current which may cause damage to switching power supplies (depending on their design) and in the long run also to the capacitors. So don't overdo it - maybe only one capacitor / less capacity is enough to improve the gameplay. Here are some explanations for those who are more deeply interesed: http://www.ti.com/lit/an/slva670a/slva670a.pdf